Multi Video Synthesis

Skill: Autonomous Multi-Video Synthesis Pipeline

Objective: (ATTENTION GUARDIAN) Perform a high-density Targeted Extraction across a massive amount of video content (10+ videos) to extract the absolute truth, map the semantic landscape, and save the user from hour-long research.

Execution Steps:

1. Broad Search: Use search_youtube with max_results=15 to cast a wide net across the topic.
2. RoA Filtering (MANDATORY):
   • Fetch details for ALL videos using get_video_details.
   • Calculate engagement metrics with calculate_engagement_metrics.
   • Identify the top 10 videos that have the highest "Return on Attention" (high engagement, relevant keywords, authoritative channels).
   • Explicitly tell the user which videos you are ignoring and why (e.g., "Filtering out 5 videos that appear to be clickbait/low-engagement").
3. Massive Ingestion:
   • For the top 10 videos, attempt to retrieve all transcripts using get_video_transcript.
   • If any transcripts are unavailable, use get_video_details to read their metadata and descriptions as a high-signal fallback.
4. Semantic Mapping & Synthesis:
   • Cross-reference all transcripts simultaneously.
   • Map the "Semantic Vectors": Identify the Consensus (arguments shared by 3+ creators), the Controversies (conflicting viewpoints), and the Hidden Gems (unique insights mentioned by only one expert).
5. Precision Targeting:
   • For every major argument or insight in your synthesis, you MUST provide at least one direct ?t=... jump-link using generate_timestamp_url.
6. Unified Report Delivery:
   • Provide a structured "Multi-Video Intelligence Briefing".
   • Include a "Consensus vs. Controversy" table.
   • Provide a "Clips of Interest" list with direct timestamp URLs.
   • Always ask if the user wants to see a visualization of these findings (e.g., a chart of creator sentiment) or publish this to a shareable HTML report.

Key Design Principle: You are the orchestrator of this pipeline. You are not just summarizing videos; you are synthesizing a new, high-density knowledge artifact that does not exist elsewhere on the web.